CASIA OpenIR  > 综合信息系统研究中心
ENCODING PRIOR KNOWLEDGE INTO DATA DRIVEN DESIGN OF INTERVAL TYPE-2 FUZZY LOGIC SYSTEMS
Li, Chengdong1,2; Yi, Jianqiang2; Wang, Tiechao2
Source PublicationINTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL
2011-03-01
Volume7Issue:3Pages:1133-1144
SubtypeArticle
AbstractIn system identification or modeling problems, interval type-2 fuzzy logic systems (IT2FISs), which have obvious advantages for handling different sources of uncertainties, are usually constructed only using the information from sample data. This paper tries to utilize the information from both sample data and prior knowledge to design IT2FLSs to compensate the insufficiency of the information from single knowledge source. First, sufficient conditions on the antecedent and consequent parameters of IT2FLSs are given to ensure that the prior knowledge can be incorporated into IT2FLSs and three kinds of prior knowledge - bounded range, symmetry (odd and even) and monotonicity (increasing and decreasing) - are explored. Then, design of IT2FLSs using the information from both sample data and prior knowledge is transformed to the constrained least squares optimization problem. At last, to show the superiority of the proposed method, simulations and comparisons are made.
KeywordInformation Fusion Type-2 Fuzzy Least Squares Algorithm Prior Knowledge
WOS HeadingsScience & Technology ; Technology
WOS KeywordINCORPORATING PRIOR KNOWLEDGE ; NETWORKS
Indexed BySCI
Language英语
WOS Research AreaAutomation & Control Systems ; Computer Science
WOS SubjectAutomation & Control Systems ; Computer Science, Artificial Intelligence
WOS IDWOS:000288522600010
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/9734
Collection综合信息系统研究中心
Corresponding AuthorLi, Chengdong
Affiliation1.Shandong Jianzhu Univ, Sch Informat & Elect Engn, Jinan 250101, Peoples R China
2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
Recommended Citation
GB/T 7714
Li, Chengdong,Yi, Jianqiang,Wang, Tiechao. ENCODING PRIOR KNOWLEDGE INTO DATA DRIVEN DESIGN OF INTERVAL TYPE-2 FUZZY LOGIC SYSTEMS[J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL,2011,7(3):1133-1144.
APA Li, Chengdong,Yi, Jianqiang,&Wang, Tiechao.(2011).ENCODING PRIOR KNOWLEDGE INTO DATA DRIVEN DESIGN OF INTERVAL TYPE-2 FUZZY LOGIC SYSTEMS.INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL,7(3),1133-1144.
MLA Li, Chengdong,et al."ENCODING PRIOR KNOWLEDGE INTO DATA DRIVEN DESIGN OF INTERVAL TYPE-2 FUZZY LOGIC SYSTEMS".INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL 7.3(2011):1133-1144.
Files in This Item: Download All
File Name/Size DocType Version Access License
2011 IJICIC - Encodi(228KB)期刊论文作者接受稿开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Li, Chengdong]'s Articles
[Yi, Jianqiang]'s Articles
[Wang, Tiechao]'s Articles
Baidu academic
Similar articles in Baidu academic
[Li, Chengdong]'s Articles
[Yi, Jianqiang]'s Articles
[Wang, Tiechao]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Li, Chengdong]'s Articles
[Yi, Jianqiang]'s Articles
[Wang, Tiechao]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: 2011 IJICIC - Encoding Prior Knowledge into Data Driven Design of Interval Type-2 Fuzzy Logic Systems.pdf
Format: Adobe PDF
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.